EDA Report

Brought to you by YData

Dataset statistics

Number of variables	9
Number of observations	750000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	84.4 MiB
Average record size in memory	118.0 B

Variable types

Numeric	8
Categorical	1

Alerts

`Body_Temp` is highly overall correlated with `Calories` and 2 other fields	High correlation
`Calories` is highly overall correlated with `Body_Temp` and 2 other fields	High correlation
`Duration` is highly overall correlated with `Body_Temp` and 2 other fields	High correlation
`Heart_Rate` is highly overall correlated with `Body_Temp` and 2 other fields	High correlation
`Height` is highly overall correlated with `Sex` and 1 other fields	High correlation
`Sex` is highly overall correlated with `Height` and 1 other fields	High correlation
`Weight` is highly overall correlated with `Height` and 1 other fields	High correlation
`id` is uniformly distributed	Uniform
`id` has unique values	Unique

Reproduction

Analysis started	2025-08-14 09:56:06.582586
Analysis finished	2025-08-14 09:56:30.583587
Duration	24 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id
Real number (ℝ)

Uniform Unique

Distinct	750000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	374999.5

Minimum	0
Maximum	749999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	37499.95
Q1	187499.75
median	374999.5
Q3	562499.25
95-th percentile	712499.05
Maximum	749999
Range	749999
Interquartile range (IQR)	374999.5

Descriptive statistics

Standard deviation	216506.5
Coefficient of variation (CV)	0.57735142
Kurtosis	-1.2
Mean	374999.5
Median Absolute Deviation (MAD)	187500
Skewness	-1.9631002 × 10^-15
Sum	2.8124962 × 10¹¹
Variance	4.6875062 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
499993	1	< 0.1%
499995	1	< 0.1%
499996	1	< 0.1%
499997	1	< 0.1%
499998	1	< 0.1%
499999	1	< 0.1%
500000	1	< 0.1%
500001	1	< 0.1%
500002	1	< 0.1%
Other values (749990)	749990	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
749999	1	< 0.1%
749998	1	< 0.1%
749997	1	< 0.1%
749996	1	< 0.1%
749995	1	< 0.1%
749994	1	< 0.1%
749993	1	< 0.1%
749992	1	< 0.1%
749991	1	< 0.1%
749990	1	< 0.1%

Sex
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.6 MiB

female	375721
male	374279

Length

Max length	6
Median length	6
Mean length	5.0019227
Min length	4

Characters and Unicode

Total characters	3751442
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	female
3rd row	female
4th row	male
5th row	female

Common Values

Value	Count	Frequency (%)
female	375721	50.1%
male	374279	49.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	375721	50.1%
male	374279	49.9%

Most occurring characters

Value	Count	Frequency (%)
e	1125721	30.0%
m	750000	20.0%
a	750000	20.0%
l	750000	20.0%
f	375721	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3751442	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1125721	30.0%
m	750000	20.0%
a	750000	20.0%
l	750000	20.0%
f	375721	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3751442	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1125721	30.0%
m	750000	20.0%
a	750000	20.0%
l	750000	20.0%
f	375721	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3751442	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1125721	30.0%
m	750000	20.0%
a	750000	20.0%
l	750000	20.0%
f	375721	10.0%

Age
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.420404

Minimum	20
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	28
median	40
Q3	52
95-th percentile	70
Maximum	79
Range	59
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	15.175049
Coefficient of variation (CV)	0.36636651
Kurtosis	-0.74633817
Mean	41.420404
Median Absolute Deviation (MAD)	12
Skewness	0.43639748
Sum	31065303
Variance	230.28211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	36390	4.9%
32	26858	3.6%
20	26196	3.5%
40	22442	3.0%
45	21612	2.9%
22	21225	2.8%
26	20783	2.8%
54	20598	2.7%
25	20592	2.7%
42	20206	2.7%
Other values (50)	513098	68.4%

Value	Count	Frequency (%)
20	26196	3.5%
21	36390	4.9%
22	21225	2.8%
23	14619	1.9%
24	17817	2.4%
25	20592	2.7%
26	20783	2.8%
27	14458	1.9%
28	18028	2.4%
29	16774	2.2%

Value	Count	Frequency (%)
79	4278	0.6%
78	1609	0.2%
77	1707	0.2%
76	1079	0.1%
75	4051	0.5%
74	3795	0.5%
73	5454	0.7%
72	5009	0.7%
71	6744	0.9%
70	3968	0.5%

Height
Real number (ℝ)

High correlation

Distinct	86
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174.69769

Minimum	126
Maximum	222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	126
5-th percentile	154
Q1	164
median	174
Q3	185
95-th percentile	195
Maximum	222
Range	96
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.824496
Coefficient of variation (CV)	0.073409648
Kurtosis	-0.83980016
Mean	174.69769
Median Absolute Deviation (MAD)	10
Skewness	0.051777124
Sum	1.3102326 × 10⁸
Variance	164.46769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
161	26540	3.5%
187	26443	3.5%
169	24823	3.3%
179	23617	3.1%
174	22300	3.0%
182	21474	2.9%
181	20405	2.7%
184	20304	2.7%
164	20179	2.7%
171	19022	2.5%
Other values (76)	524893	70.0%

Value	Count	Frequency (%)
126	1	< 0.1%
129	1	< 0.1%
135	2	< 0.1%
136	2	< 0.1%
137	2	< 0.1%
138	4	< 0.1%
139	5	< 0.1%
140	19	< 0.1%
141	58	< 0.1%
142	50	< 0.1%

Value	Count	Frequency (%)
222	3	< 0.1%
218	3	< 0.1%
217	6	< 0.1%
214	20	< 0.1%
213	46	< 0.1%
212	98	< 0.1%
211	154	< 0.1%
210	122	< 0.1%
209	145	< 0.1%
208	295	< 0.1%

Weight
Real number (ℝ)

High correlation

Distinct	91
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.145668

Minimum	36
Maximum	132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	36
5-th percentile	55
Q1	63
median	74
Q3	87
95-th percentile	99
Maximum	132
Range	96
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	13.982704
Coefficient of variation (CV)	0.18607465
Kurtosis	-0.99607749
Mean	75.145668
Median Absolute Deviation (MAD)	12
Skewness	0.21119386
Sum	56359251
Variance	195.516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
61	27969	3.7%
64	26860	3.6%
63	21464	2.9%
60	20656	2.8%
62	20303	2.7%
81	19995	2.7%
88	19656	2.6%
91	18979	2.5%
59	18700	2.5%
68	18205	2.4%
Other values (81)	537213	71.6%

Value	Count	Frequency (%)
36	1	< 0.1%
37	1	< 0.1%
39	1	< 0.1%
40	2	< 0.1%
41	3	< 0.1%
42	3	< 0.1%
43	4	< 0.1%
44	36	< 0.1%
45	74	< 0.1%
46	57	< 0.1%

Value	Count	Frequency (%)
132	2	< 0.1%
128	3	< 0.1%
126	3	< 0.1%
124	1	< 0.1%
123	10	< 0.1%
122	3	< 0.1%
121	46	< 0.1%
120	1	< 0.1%
119	17	< 0.1%
118	18	< 0.1%

Duration
Real number (ℝ)

High correlation

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.421015

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	8
median	15
Q3	23
95-th percentile	28
Maximum	30
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.3540954
Coefficient of variation (CV)	0.54173448
Kurtosis	-1.1953904
Mean	15.421015
Median Absolute Deviation (MAD)	7
Skewness	0.026258951
Sum	11565761
Variance	69.79091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
9	28900	3.9%
26	28768	3.8%
19	28433	3.8%
15	28084	3.7%
11	27967	3.7%
25	27765	3.7%
5	27493	3.7%
28	27239	3.6%
16	27215	3.6%
8	26743	3.6%
Other values (20)	471393	62.9%

Value	Count	Frequency (%)
1	12648	1.7%
2	23689	3.2%
3	26153	3.5%
4	25969	3.5%
5	27493	3.7%
6	26102	3.5%
7	25061	3.3%
8	26743	3.6%
9	28900	3.9%
10	26723	3.6%

Value	Count	Frequency (%)
30	12464	1.7%
29	23856	3.2%
28	27239	3.6%
27	24758	3.3%
26	28768	3.8%
25	27765	3.7%
24	24749	3.3%
23	22360	3.0%
22	23208	3.1%
21	26109	3.5%

Heart_Rate
Real number (ℝ)

High correlation

Distinct	63
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.483995

Minimum	67
Maximum	128
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	67
5-th percentile	80
Q1	88
median	95
Q3	103
95-th percentile	111
Maximum	128
Range	61
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.4498454
Coefficient of variation (CV)	0.098967847
Kurtosis	-0.67656296
Mean	95.483995
Median Absolute Deviation (MAD)	7
Skewness	-0.0056681583
Sum	71612996
Variance	89.299577
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	34383	4.6%
99	29392	3.9%
102	28987	3.9%
94	27837	3.7%
101	27324	3.6%
96	27002	3.6%
90	26765	3.6%
89	25360	3.4%
93	25144	3.4%
104	25093	3.3%
Other values (53)	472713	63.0%

Value	Count	Frequency (%)
67	80	< 0.1%
68	53	< 0.1%
69	255	< 0.1%
70	173	< 0.1%
71	305	< 0.1%
72	658	0.1%
73	1045	0.1%
74	2033	0.3%
75	2156	0.3%
76	4064	0.5%

Value	Count	Frequency (%)
128	28	< 0.1%
127	4	< 0.1%
126	4	< 0.1%
125	56	< 0.1%
124	3	< 0.1%
123	23	< 0.1%
122	78	< 0.1%
121	185	< 0.1%
120	207	< 0.1%
119	400	0.1%

Body_Temp
Real number (ℝ)

High correlation

Distinct	75
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.036253

Minimum	37.1
Maximum	41.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	37.1
5-th percentile	38.5
Q1	39.6
median	40.3
Q3	40.7
95-th percentile	40.9
Maximum	41.5
Range	4.4
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.77987456
Coefficient of variation (CV)	0.019479209
Kurtosis	0.51962416
Mean	40.036253
Median Absolute Deviation (MAD)	0.4
Skewness	-1.0223613
Sum	30027190
Variance	0.60820433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.7	67250	9.0%
40.8	52686	7.0%
40.5	49531	6.6%
40.3	49086	6.5%
40.6	47992	6.4%
40.4	41996	5.6%
40.9	39896	5.3%
40.1	36019	4.8%
40.2	32113	4.3%
39.7	30919	4.1%
Other values (65)	302512	40.3%

Value	Count	Frequency (%)
37.1	22	< 0.1%
37.2	75	< 0.1%
37.3	189	< 0.1%
37.4	947	0.1%
37.5	975	0.1%
37.6	1160	0.2%
37.7	4412	0.6%
37.8	3362	0.4%
37.9	3777	0.5%
38	3870	0.5%

Value	Count	Frequency (%)
41.5	59	< 0.1%
41.4	165	< 0.1%
41.3	1426	0.2%
41.2	3424	0.5%
41.1	7999	1.1%
41.03	1	< 0.1%
41	15443	2.1%
40.9	39896	5.3%
40.897	1	< 0.1%
40.8	52686	7.0%

Calories
Real number (ℝ)

High correlation

Distinct	277
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.282781

Minimum	1
Maximum	314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	34
median	77
Q3	136
95-th percentile	200
Maximum	314
Range	313
Interquartile range (IQR)	102

Descriptive statistics

Standard deviation	62.395349
Coefficient of variation (CV)	0.70676692
Kurtosis	-0.68951314
Mean	88.282781
Median Absolute Deviation (MAD)	48
Skewness	0.53919626
Sum	66212086
Variance	3893.1796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	8350	1.1%
13	7261	1.0%
11	6982	0.9%
12	6951	0.9%
17	6946	0.9%
8	6916	0.9%
20	6895	0.9%
9	6650	0.9%
4	6353	0.8%
10	6185	0.8%
Other values (267)	680511	90.7%

Value	Count	Frequency (%)
1	650	0.1%
2	2431	0.3%
3	4750	0.6%
4	6353	0.8%
5	4242	0.6%
6	5304	0.7%
7	8350	1.1%
8	6916	0.9%
9	6650	0.9%
10	6185	0.8%

Value	Count	Frequency (%)
314	26	< 0.1%
300	32	< 0.1%
295	81	< 0.1%
289	32	< 0.1%
287	45	< 0.1%
280	41	< 0.1%
276	55	< 0.1%
273	29	< 0.1%
272	42	< 0.1%
271	85	< 0.1%

	Age	Body_Temp	Calories	Duration	Heart_Rate	Height	Sex	Weight	id
Age	1.000	0.025	0.117	0.011	0.008	0.016	0.041	0.076	0.002
Body_Temp	0.025	1.000	0.934	0.945	0.842	-0.027	0.038	-0.018	0.001
Calories	0.117	0.934	1.000	0.981	0.927	-0.029	0.145	-0.013	0.002
Duration	0.011	0.945	0.981	1.000	0.885	-0.031	0.034	-0.022	0.002
Heart_Rate	0.008	0.842	0.927	0.885	1.000	-0.017	0.035	-0.007	0.001
Height	0.016	-0.027	-0.029	-0.031	-0.017	1.000	0.775	0.962	-0.000
Sex	0.041	0.038	0.145	0.034	0.035	0.775	1.000	0.859	0.000
Weight	0.076	-0.018	-0.013	-0.022	-0.007	0.962	0.859	1.000	0.001
id	0.002	0.001	0.002	0.002	0.001	-0.000	0.000	0.001	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	id	Sex	Age	Height	Weight	Duration	Heart_Rate	Body_Temp	Calories
0	0	male	36	189.0	82.0	26.0	101.0	41.0	150.0
1	1	female	64	163.0	60.0	8.0	85.0	39.7	34.0
2	2	female	51	161.0	64.0	7.0	84.0	39.8	29.0
3	3	male	20	192.0	90.0	25.0	105.0	40.7	140.0
4	4	female	38	166.0	61.0	25.0	102.0	40.6	146.0
5	5	female	26	156.0	56.0	19.0	100.0	40.5	103.0
6	6	female	21	172.0	73.0	3.0	81.0	38.3	9.0
7	7	male	46	188.0	94.0	23.0	100.0	40.8	145.0
8	8	female	33	166.0	63.0	25.0	107.0	40.5	161.0
9	9	male	65	185.0	88.0	23.0	104.0	41.0	185.0

	id	Sex	Age	Height	Weight	Duration	Heart_Rate	Body_Temp	Calories
749990	749990	female	58	175.0	73.0	5.0	87.0	39.4	23.0
749991	749991	female	42	149.0	49.0	26.0	108.0	40.7	178.0
749992	749992	male	29	199.0	96.0	28.0	108.0	41.0	182.0
749993	749993	male	25	179.0	75.0	13.0	101.0	40.1	66.0
749994	749994	female	21	157.0	58.0	11.0	86.0	39.5	42.0
749995	749995	male	28	193.0	97.0	30.0	114.0	40.9	230.0
749996	749996	female	64	165.0	63.0	18.0	92.0	40.5	96.0
749997	749997	male	60	162.0	67.0	29.0	113.0	40.9	221.0
749998	749998	male	45	182.0	91.0	17.0	102.0	40.3	109.0
749999	749999	female	39	171.0	65.0	19.0	97.0	40.6	103.0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample